case study co-creation leads to augmented model risk ......title: case study_co-creation leads to...
TRANSCRIPT
NSWExtending Your Enterprise
CASE STUDYBANKING AND FINANCE
THIS IS OUR STORY OF CO-CREATING A SOLUTION
WITH A LEADING U.S. BANK
CO-CREATION LEADS TO AUGMENTED MODEL RISK MANAGEMENT FUNCTION
CO-CREATION LEADS TO AUGMENTED MODEL RISK MANAGEMENT FUNCTION
As we know…
The Dodd-Frank Wall Street
Reform and Consumer Protection
Act requires the U.S. Federal
Reserve (FED) to conduct annual
stress tests of large banks.
Comprehensive Capital Analysis
and Review (CCAR) and
Dodd-Frank Act Stress Test
(DFAST) are outcomes of the
Dodd-Frank Act.
Failure on the part of banks to
comply with CCAR and DFAST leads
to heavy fines. It also has an
adverse impact on the brand
image.
The FED established the model
validation council in 2012. The
council is tasked with the role of
rigorously assessing the models
used in stress tests by banks.
These stringent norms and
timelines put pressure on banks
and their model risk management
function.
The challenge for the bank was…
It had over 200 diverse models
spread across varied product
categories. To comply with CCAR
and DFAST requirements, the bank
had to conduct stress tests
leveraging its existing model
validation framework and subject
all its models for periodic reviews
and validation.
Faced with a shortage of talent,
assessing and validating the
accuracy of existing models at
regular intervals was a daunting
task. The bank partnered with WNS
to augment its model risk
management function by
leveraging a team of statistical
experts and industry best
practices.
Here’s what we co-created as a solution…
WNS leveraged its analytics
expertise to build a sophisticated
framework to validate the accuracy
of models that were similar to the
client’s existing models. The
framework entailed:
§Single and multi-step back
testing
§Co-integration testing
§Sensitivity and scenario analysis
Multiple validation and scoring
methods were deployed to improve
the bank’s modeling standards.
Detailed validation reports were
prepared for each model to
highlight the shortcomings.
WNS performed stress testing on
the models using macroeconomic
variables and assessed the impact
of stress scenarios on the bank’s
capital and profitability. The stress
scenarios were in accordance with
CCAR and DFAST norms, and the
client’s risk management policies.
In collaboration with the bank,
WNS also built models for Loss
Given Default (LGD) and these were
used as references for the client’s
existing LGD model.
BANKING AND FINANCE CASE STUDY
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WNSExtending Your Enterprise
Our learnings and outcomes from the process of co-creation are…
That the models helped improve
decision-making and risk
management. The bank was able to
discard and replace models that
were not performing well. The WNS
validation reports enabled the bank
to recalibrate its statistical
approaches and enhance the model
validation standards.
The enhanced standards have
enabled the bank to comply with
CCAR and DFAST submissions
since 2015 with ease. WNS has also
been working extensively to
improve the bank’s model
governance through bespoke
projects including:
§Grading the models based on
various micro and
macroeconomic conditions
§Checking the relevance of the
variables used in the models
§Overall model inventory
management
COPYRIGHT © 2018 WNS GLOBAL SERVICES | WNS.COM
WNS (Holdings) Limited (NYSE: WNS) is a leading global Business Process Management (BPM) company. WNS offers business value to 300+ global clients by combining operational excellence with deep domain expertise in key industry verticals, including banking and financial services, consulting and professional services, healthcare, insurance, manufacturing, media and entertainment, retail and consumer packaged goods, telecommunications and diversified businesses, shipping and logistics, travel and leisure, and utilities and energy. WNS delivers an entire spectrum of business process management services such as customer care, finance and accounting, human resource solutions, research and analytics, technology solutions, and industry-specific back-office and front-office processes. WNS has delivery centers world-wide, including China, Costa Rica, India, the Philippines, Poland, Romania, South Africa, Sri Lanka, Turkey, UK and US.
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